Example methods are provided for a network management entity to perform network configuration failure diagnosis in a software-defined networking (SDN) environment. The method may comprise receiving a request to diagnose a network configuration failure; and generating and sending control information to a host to cause the host to inject, at a first network element, a diagnostic packet for transmission along a datapath to a configuration server via multiple second network elements. The diagnostic packet may be configured according to a network configuration protocol supported by the configuration server. The method may also comprise: receiving report information associated with the diagnostic packet from at least one of the following: the first network element, the multiple second network elements and the configuration server; and based on the report information, determining a diagnosis result associated with the network configuration failure.
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1. A method for a network management entity to perform network configuration failure diagnosis in a software-defined networking (SDN) environment, wherein the method comprises:
receiving a request to diagnose a network configuration failure affecting a virtualized computing instance that is supported by a host and connected with a configuration server via a first network element;
generating and sending control information to the host to cause the host to inject, at the first network element, a diagnostic packet for transmission along a datapath to the configuration server via multiple second network elements,
wherein the diagnostic packet is configured according to a network configuration protocol supported by the configuration server, and includes a flag to cause the first network element, the multiple second network elements and the configuration server to generate and send report information associated with the diagnostic packet to the network management entity;
receiving report information associated with the diagnostic packet from at least one of the following: the first network element, the multiple second network elements and the configuration server; and
based on the report information, determining a diagnosis result associated with the network configuration failure.
8. A non-transitory computer-readable storage medium that includes a set of instructions which, in response to execution by a processor of a computer system, cause the processor to perform network configuration failure diagnosis in a software-defined networking (SDN) environment, wherein the method comprises:
receiving a request to diagnose a network configuration failure affecting a virtualized computing instance that is supported by a host and connected with a configuration server via a first network element;
generating and sending control information to the host to cause the host to inject, at the first network element, a diagnostic packet for transmission along a datapath to the configuration server via multiple second network elements,
wherein the diagnostic packet is configured according to a network configuration protocol supported by the configuration server, and includes a flag to cause the first network element, the multiple second network elements and the configuration server to generate and send report information associated with the diagnostic packet to the computer system;
receiving report information associated with the diagnostic packet from at least one of the following: the first network element, the multiple second network elements and the configuration server; and
based on the report information, determining a diagnosis result associated with the network configuration failure.
15. A computer system configured to perform network configuration failure diagnosis in a software-defined networking (SDN) environment, wherein the computer system comprises:
a processor; and
a non-transitory computer-readable medium having stored thereon instructions that, when executed by the processor, cause the processor to:
receive a request to diagnose a network configuration failure affecting a virtualized computing instance that is supported by a host and connected with a configuration server via a first network element;
generate and send control information to the host to cause the host to inject, at the first network element, a diagnostic packet for transmission along a datapath to the configuration server via multiple second network elements,
wherein the diagnostic packet is configured according to a network configuration protocol supported by the configuration server, and includes a flag to cause the first network element, the multiple second network elements and the configuration server to generate and send report information associated with the diagnostic packet to the computer system;
receive report information associated with the diagnostic packet from at least one of the following: the first network element, the multiple second network elements and the configuration server; and
based on the report information, determine a diagnosis result associated with the network configuration failure.
2. The method of
based on report information indicating that the diagnostic packet is dropped at one of the multiple second network elements, determining that the network configuration failure is caused by unreachability of the configuration server from the first network element.
3. The method of
based on report information indicating that the diagnostic packet is delivered to the configuration server but an error is detected by the configuration server, determining that the network configuration failure is caused by the error.
4. The method of
generating the control information to include the diagnostic packet and an instruction to cause the host to inject the diagnostic packet at the first network element.
5. The method of
configuring the diagnostic packet according to the network configuration protocol in the form of Dynamic host configuration protocol (DHCP), wherein the diagnostic packet is a DHCP discover packet or a DHCP request packet.
6. The method of
receiving a second request to diagnose a second network configuration failure affecting the configuration server;
based on the second request, generating and sending second control information to inject, at a third network element to which the configuration server is connected, a second diagnostic packet for transmission to the virtualized computing instance via the multiple second network elements;
receiving second report information associated with the second diagnostic packet from at least one of the following: the first network element, the multiple second network elements and the third network element; and
based on the second report information, determining a second diagnosis result associated with the second network configuration failure.
7. The method of
configuring the second diagnostic packet to according to the network configuration protocol in the form of DHCP, wherein the diagnostic packet is a DHCP offer packet, a DHCP acknowledgement (ACK) packet, or a DHCP negative acknowledgement (NACK) packet.
9. The non-transitory computer-readable storage medium of
based on report information indicating that the diagnostic packet is dropped at one of the multiple second network elements, determining that the network configuration failure is caused by unreachability of the configuration server from the first network element.
10. The non-transitory computer-readable storage medium of
based on report information indicating that the diagnostic packet is delivered to the configuration server but an error is detected by the configuration server, determining that the network configuration failure is caused by the error.
11. The non-transitory computer-readable storage medium of
generating the control information to include the diagnostic packet and an instruction to cause the host to inject the diagnostic packet at the first network element.
12. The non-transitory computer-readable storage medium of
configuring the diagnostic packet according to the network configuration protocol in the form of Dynamic host configuration protocol (DHCP), wherein the diagnostic packet is a DHCP discover packet or a DHCP request packet.
13. The non-transitory computer-readable storage medium of
receiving a second request to diagnose a second network configuration failure affecting the configuration server;
based on the second request, generating and sending second control information to inject, at a third network element to which the configuration server is connected, a second diagnostic packet for transmission to the virtualized computing instance via the multiple second network elements;
receiving second report information associated with the second diagnostic packet from at least one of the following: the first network element, the multiple second network elements and the third network element; and
based on the second report information, determining a second diagnosis result associated with the second network configuration failure.
14. The non-transitory computer-readable storage medium of
configuring the second diagnostic packet to according to the network configuration protocol in the form of DHCP, wherein the diagnostic packet is a DHCP offer packet, a DHCP acknowledgement (ACK) packet, or a DHCP negative acknowledgement (NACK) packet.
16. The computer system of
based on report information indicating that the diagnostic packet is dropped at one of the multiple second network elements, determine that the network configuration failure is caused by unreachability of the configuration server from the first network element.
17. The computer system of
based on report information indicating that the diagnostic packet is delivered to the configuration server but an error is detected by the configuration server, determine that the network configuration failure is caused by the error.
18. The computer system of
generate the control information to include the diagnostic packet and an instruction to cause the host to inject the diagnostic packet at the first network element.
19. The computer system of
configure the diagnostic packet according to the network configuration protocol in the form of Dynamic host configuration protocol (DHCP), wherein the diagnostic packet is a DHCP discover packet or a DHCP request packet.
20. The computer system of
receive a second request to diagnose a second network configuration failure affecting the configuration server;
based on the second request, generate and send second control information to inject, at a third network element to which the configuration server is connected, a second diagnostic packet for transmission to the virtualized computing instance via the multiple second network elements;
receive second report information associated with the second diagnostic packet from at least one of the following: the first network element, the multiple second network elements and the third network element; and
based on the second report information, determine a second diagnosis result associated with the second network configuration failure.
21. The computer system of
configure the second diagnostic packet to according to the network configuration protocol in the form of DHCP, wherein the diagnostic packet is a DHCP offer packet, a DHCP acknowledgement (ACK) packet, or a DHCP negative acknowledgement (NACK) packet.
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The present application claims the benefit of Patent Cooperation Treaty (PCT) Application No. PCT/CN2018/124677, filed Dec. 28, 2018. The present application is also related in subject matter to U.S. patent application Ser. No. 16/278,198, which is incorporated herein by reference.
Unless otherwise indicated herein, the approaches described in this section are not admitted to be prior art by inclusion in this section.
Virtualization allows the abstraction and pooling of hardware resources to support virtual machines in a Software-Defined Networking (SDN) environment, such as a Software-Defined Data Center (SDDC). For example, through server virtualization, virtualization computing instances such as virtual machines (VMs) running different operating systems may be supported by the same physical machine (e.g., referred to as a “host”). Each VM is generally provisioned with virtual resources to run an operating system and applications. The virtual resources may include central processing unit (CPU) resources, memory resources, storage resources, network resources, etc. In practice, various network failures that adversely affect the performance of hosts and VMs may occur in the SDN environment. However, it may be challenging to perform network diagnosis using existing tools.
In the following detailed description, reference is made to the accompanying drawings, which form a part hereof. In the drawings, similar symbols typically identify similar components, unless context dictates otherwise. The illustrative embodiments described in the detailed description, drawings, and claims are not meant to be limiting. Other embodiments may be utilized, and other changes may be made, without departing from the spirit or scope of the subject matter presented here. It will be readily understood that the aspects of the present disclosure, as generally described herein, and illustrated in the drawings, can be arranged, substituted, combined, and designed in a wide variety of different configurations, all of which are explicitly contemplated herein. Although the terms “first,” “second” and so on are used to describe various elements, these elements should not be limited by these terms. These terms are used to distinguish one element from another. A first element may be referred to as a second element, and vice versa.
Challenges relating to network diagnosis will now be explained in more detail using
Each host 110A/110B/110C may include suitable hardware 112A/112B/112C and virtualization software (e.g., hypervisor-A 114A, hypervisor-B 114B, hypervisor-C 114C) to support various virtual machines (VMs) 131-136. For example, host-A 110A supports VM1 131 and VM4 134; host-B 110B supports VMs 132-133; and host-C 110C supports VMs 135-136. Hypervisor 114A/114B/114C maintains a mapping between underlying hardware 112A/112B/112C and virtual resources allocated to respective VMs 131-136. Hardware 112A/112B/112C includes suitable physical components, such as central processing unit(s) (CPU(s)) or processor(s) 120A/120B/120C; memory 122A/122B/122C; physical network interface controllers (NICs) 124A/124B/124C; and storage disk(s) 126A/126B/126C, etc.
Virtual resources are allocated to respective VMs 131-136 to support a guest operating system (OS) and application(s). For example, the virtual resources may include virtual CPU, guest physical memory, virtual disk, virtual network interface controller (VNIC), etc. Hardware resources may be emulated using virtual machine monitors (VMMs). For example in
Although examples of the present disclosure refer to VMs, it should be understood that a “virtual machine” running on a host is merely one example of a “virtualized computing instance” or “workload.” A virtualized computing instance may represent an addressable data compute node (DCN) or isolated user space instance. In practice, any suitable technology may be used to provide isolated user space instances, not just hardware virtualization. Other virtualized computing instances may include containers (e.g., running within a VM or on top of a host operating system without the need for a hypervisor or separate operating system or implemented as an operating system level virtualization), virtual private servers, client computers, etc. Such container technology is available from, among others, Docker, Inc. The VMs may also be complete computational environments, containing virtual equivalents of the hardware and software components of a physical computing system.
The term “hypervisor” may refer generally to a software layer or component that supports the execution of multiple virtualized computing instances, including system-level software in guest VMs that supports namespace containers such as Docker, etc. Hypervisors 114A-C may each implement any suitable virtualization technology, such as VMware ESX® or ESXi™ (available from VMware, Inc.), Kernel-based Virtual Machine (KVM), etc. The term “packet” may refer generally to a group of bits that can be transported together, and may be in another form, such as “frame,” “message,” “segment,” etc. The term “traffic” may refer generally to multiple packets. The term “layer-2” may refer generally to a link layer or Media Access Control (MAC) layer; “layer-3” to a network or Internet Protocol (IP) layer; and “layer-4” to a transport layer (e.g., using Transmission Control Protocol (TCP), User Datagram Protocol (UDP), etc.), in the Open System Interconnection (OSI) model, although the concepts described herein may be used with other networking models.
Hypervisor 114A/114B/114C implements virtual switch 115A/115B/115C and logical distributed router (DR) instance 117A/117B/117C to handle egress packets from, and ingress packets to, corresponding VMs 131-136. In SDN environment 100, logical switches and logical DRs may be implemented in a distributed manner and can span multiple hosts to connect VMs 131-136. For example, logical switches that provide logical layer-2 connectivity may be implemented collectively by virtual switches 115A-C and represented internally using forwarding tables 116A-C at respective virtual switches 115A-C. Forwarding tables 116A-C may each include entries that collectively implement the respective logical switches. Further, logical DRs that provide logical layer-3 connectivity may be implemented collectively by DR instances 117A-C and represented internally using routing tables 118A-C at respective DR instances 117A-C. Routing tables 118A-C may each include entries that collectively implement the respective logical DRs.
Packets may be received from, or sent to, each VM via an associated logical port. For example, logical ports 151-156 are associated with respective VMs 131-136. Here, the term “logical port” may refer generally to a port on a logical switch to which a virtualized computing instance is connected. A “logical switch” may refer generally to a software-defined networking (SDN) construct that is collectively implemented by virtual switches 115A-C in the example in
To protect VMs 131-136 against security threats caused by unwanted packets, hypervisors 114A-C may implement firewall engines to filter packets. For example, distributed firewall engines 161-166 (labelled “DFW1” to “DFW6”) are configured to filter packets to, and from, respective VMs 131-136 according to firewall rules. In practice, network packets may be filtered according to firewall rules at any point along a datapath from a VM to corresponding physical NIC 124A/124B/124C. In one embodiment, a filter component (not shown) is incorporated into each VNIC 141-146 that enforces firewall rules that are associated with the endpoint corresponding to that VNIC and maintained by respective distributed firewall engines 161-166.
Through virtualization of networking services in SDN environment 100, logical overlay networks may be provisioned, changed, stored, deleted and restored programmatically without having to reconfigure the underlying physical hardware architecture. A logical overlay network (also known as “logical network”) may be formed using any suitable tunneling protocol, such as Virtual eXtensible Local Area Network (VXLAN), Stateless Transport Tunneling (STT), Generic Network Virtualization Encapsulation (GENEVE), etc. For example, VXLAN is a layer-2 overlay scheme on a layer-3 network that uses tunnel encapsulation to extend layer-2 segments across multiple hosts. In the example in
SDN manager 170 and SDN controller 174 are example network management entities in SDN environment 100. To send and receive the control information (e.g., configuration information), each host 110A/110B/110C may implement local control plane (LCP) agent (not shown for simplicity) to interact with SDN controller 174. For example, control-plane channel 101/102/103 may be established between SDN controller 174 and host 110A/110B/110C using TCP over Secure Sockets Layer (SSL), etc. Management entity 170/174 may be implemented using physical machine(s), virtual machine(s), a combination thereof, etc.
Each host 110A/110B/110C also maintains data-plane connectivity with other host(s) via physical network 104 to facilitate communication among VMs located on the same logical overlay network. Hypervisor 114A/114B/114C may implement a virtual tunnel endpoint (VTEP) to encapsulate and decapsulate packets with an outer header (also known as a tunnel header) identifying the relevant logical overlay network (e.g., VNI=6000). For example in
In practice, the performance of hosts 110A-C may be adversely affected by various network failures or issues in SDN environment 100. In this case, users (e.g., network administrators) usually have to identify the source(s) or origin(s) of these failures for network troubleshooting and debugging purposes. As SDN environment 100 increases in scale and complexity, troubleshooting becomes more challenging, which results in system downtime and performance issues. As such, more advanced tools are required to improve network diagnosis. In the following, various examples relating to (A) network configuration failure diagnosis will be discussed using
(A) Network Configuration Failure Diagnosis
According to a first aspect of the present disclosure, diagnosis of network configuration failures may be improved in SDN environment 100 using diagnostic packets that are specifically configured according to a network configuration protocol supported by a configuration server. For example in
In more detail,
At 210 in
In the example in
At 230 in
Using examples of the present disclosure, network configuration failures may be diagnosed more quickly to reduce any performance impact on VMs 131-134 and hosts 110A-C. Any suitable “network configuration failure” may be diagnosed. In one example, based on report information 182-183 indicating that diagnostic packet 181 is dropped at a particular second network element, SDN manager 170 may determine that the network configuration failure (e.g., IP address assignment failure) is caused by unreachability of DHCP server 135 from LP1 151. In another example, based on report information 182-183 indicating that diagnostic packet 181 is delivered to DHCP server 135 but an error (e.g., IP address conflict) detected by DHCP server 135, determining that the network configuration failure is caused by the error. By finding possible root causes using diagnostic DHCP packets, network configuration failures may be resolved more quickly, either manually by the users or programmatically.
Example Diagnostic DHCP Packets
(a) Diagnostic DHCP Packets to DHCP Server
At 305 in
In one example, the network configuration failure might be the failure of VM1 131 to acquire an IP address from DHCP server 135. In another example, the network configuration failure might be a (suspected) IP address conflict. In practice, an IP address conflict might occur in various scenarios. One scenario is a network administrator assigning VM1 131 with a static IP address=IP-1 without knowing that DHCP server 135 has dynamically assigned the same IP address to another system. Another scenario is a malfunction at DHCP server 135 might cause the same dynamic IP address to be allocated to multiple systems simultaneously. Besides IP address, other network configuration parameter(s) may be considered, such as subnet mask, DNS IP address, gateway IP address, IP lease time, DHCP server identifier, etc.
At 310 in
At 315 in
In the example in
Header 432 further includes a flag (see “DIAG_FLAG” 434) to distinguish diagnostic DHCP packet 430 from a regular DHCP request, and to instruct network elements along its datapath to send reports or observations to SDN manager 170. Payload 436 specifies IP address=IP-1 that might be in conflict with another system. Header 432 also specifies any suitable layer-4 information such as (destination port number=67, source port number=68, protocol=UDP) associated with DHCP. In practice, host-A 110A may generate diagnostic DHCP packet 430 (instead of SDN manager 170) and inject it at LP1 151 based on control information 420.
At 330-345 in
Further, at 350-365 in
In the example in
At 370-396 in
However, in response to detecting an IP address conflict (see also 440 in
(b) DHCP Relay Service
Examples of the present disclosure may be used in SDN environments where DHCP relay services are deployed. In the example in
The example in
To successfully reach DHCP server 135, diagnostic DHCP packet 460 has to traverse a datapath that includes the following network elements: LP3 153, DFW3 163, LS2 402, LRP2 404, DHCP relay service 406, DR 405, LRP1 407, LP7 403, DFW5 165, LP5 155 and finally DHCP server 135. However, based on second report information 472, SDN manager 170 may learn that diagnostic DHCP packet 460 is forwarded from LP3 153 to LRP2 408, but is eventually dropped at LRP2 408 according to (LPR2, DROPPED). See corresponding 470. SDN manager 170 may then report diagnostic result 480 that includes second report information 472 to user device 409. Since diagnostic DHCP packet 460 is broadcasted, it should be understood that it may be sent to other destinations where it is also dropped (not shown in
(c) Diagnostic DHCP Packets from DHCP Server
Diagnostic DHCP packet 530 may be a broadcast packet (e.g., DHCP offer or acknowledgement packet) with header 532 and payload 536. Header 532 includes (source IP=IP-D, MAC=MAC-D) associated with DHCP server 135 and (broadcast destination IP=255.255.255.255, MAC=FF:FF:FF:FF:FF:FF). Header 532 further includes a flag (see “DIAG_FLAG” 534) to instruct network elements along its datapath to send reports to SDN manager 170.
To successfully reach VM4 134, for example, diagnostic DHCP packet 530 has to traverse a datapath that includes the following network elements: LP5 155, DFW5 165, LS1 401, LRP1 403, DHCP relay service 406, DR 405, LRP2 408, LP8 404, DFW4 164 and LP4 154. However, based on third report information 550 from various network elements, SDN manager 170 may learn that diagnostic DHCP packet 530 travels from LP5 155 to DFW4 164, but is dropped by DFW4 164 according to (DFW4, DROPPED). See corresponding 540. SDN manager 170 may then report diagnostic result 560 that includes third report information 550 to user device 409. In this case, the relevant firewall rule at DFW4 164 may be adjusted to resolve the issue.
Using the examples in
(B) Query Failure Diagnosis
According to a second aspect of the present disclosure, query failure diagnosis may be improved in SDN environment 100 using diagnostic packets that are specifically configured according to a query protocol supported by a query server. Using examples of the present disclosure, query failures may be diagnosed more quickly to reduce the performance impact on VMs 131-134 and hosts 110A-C. Referring to
The DNS protocol is based on queries and responses (also referred to as requests and replies). The queries originate from a DNS client (e.g., VM2 132) to DNS server 136, requesting information regarding a specific domain name (e.g., www.xyz.com). Each query asks for either the IP address of the domain name, or information that could be used in order to find the requested information. DNS server 136 then returns a response to the DNS client, containing a Resource Record (RR) associated with a domain name. Any alternative and/or additional query protocol may be used, such as Address Resolution Protocol (ARP), File Transfer Protocol (FTP), HyperText Transfer Protocol (HTTP), etc.
In more detail,
At 610 in
In the example in
At 630 in
Any suitable query failure may be diagnosed. In one example, based on report information 192-193 indicating that diagnostic packet 191 is dropped at a particular second network element, SDN manager 170 may determine that the query failure is caused by unreachability of DNS server 136 from LP2 152. In another example, based on report information 192-193 indicating that diagnostic packet 191 is delivered to DNS server 136 but an error (e.g., invalid domain name) is detected by DNS server 136, determining that the query failure is caused by the error. By finding possible root causes using diagnostic packets, query failures may be resolved more quickly, either manually by the users or programmatically.
Example Diagnostic DNS Packets
(a) Multi-Tier Topology
The example in
The multi-tiered topology enables both the provider (e.g., data center owner) and tenant (e.g., data center tenant, often there are multiple tenants) to control their services and policies. Each tenant has full control over its TLR policies, whereas common PLR policies may be applied to different tenants. Referring to upper tier 810 in
Referring to lower tier 830 in
DNS server 136 may be deployed to provide DNS services to VM2 132 and other VMs 131, 133-134 in
(b) Diagnostic DNS Packets to DNS Server
Referring to
At 710 in
At 715 in
In the example in
Header 862 further includes a flag (see “DIAG_FLAG” 864) to distinguish diagnostic DNS packet 860 from a regular DNS packet, and to instruct network elements along its datapath to send report information to SDN manager 170. Payload 866 specifies a domain name (e.g., www.xyz.com) for which resolution to an IP address is required. Header 862 also specifies any suitable layer-4 information (UDP port number=53) associated with DNS. In practice, host-B 110B may generate diagnostic DNS packet 860 (instead of SDN manager 170) and inject it at LP2 152 based on control information 850.
At 730-745 in
Further, at 750-765 in
To reach DNS server 136 in
At 770-796 in
(c) Diagnostic DNS Packets from DNS Server
Diagnostic DNS packet 930 may include header 932 and payload 936. Header 932 includes (source IP-DNS, MAC-DNS) associated with DNS server 136 and (destination IP-2, MAC-2) associated with VM2 132. Header 932 further includes a flag (see “DIAG_FLAG” 934) to instruct network elements along its datapath to send reports to SDN manager 170. Payload 936 may include information associated with a domain name, such as IP address=IP-xyz.
To successfully reach VM2 132, diagnostic DNS packet 930 has to traverse a datapath that includes the following network elements: LP6 156, LS3 803, PLR-DR 823, LS2 802, TLR-SR1 831 (active), LS4 804, TLR-DR 833, LS5 805 and LP2 152. However, based on report information 950 from various network elements, SDN manager 170 may learn that diagnostic DNS packet 930 travels from LP6 156 to TLR-DR 833, where it is dropped (see 940). SDN manager 170 may then report diagnostic result 960 that includes report information 950 to user device 409.
Using the examples in
Container Implementation
Although explained using VMs 131-136, it should be understood that SDN environment 100 may include other virtual workloads, such as containers, etc. As used herein, the term “container” (also known as “container instance”) is used generally to describe an application that is encapsulated with all its dependencies (e.g., binaries, libraries, etc.). In the examples in
Computer System
The above examples can be implemented by hardware (including hardware logic circuitry), software or firmware or a combination thereof. The above examples may be implemented by any suitable computing device, computer system, etc. The computer system may include processor(s), memory unit(s) and physical NIC(s) that may communicate with each other via a communication bus, etc. The computer system may include a non-transitory computer-readable medium having stored thereon instructions or program code that, when executed by the processor, cause the processor to perform process(es) described herein with reference to
The techniques introduced above can be implemented in special-purpose hardwired circuitry, in software and/or firmware in conjunction with programmable circuitry, or in a combination thereof. Special-purpose hardwired circuitry may be in the form of, for example, one or more application-specific integrated circuits (ASICs), programmable logic devices (PLDs), field-programmable gate arrays (FPGAs), and others. The term ‘processor’ is to be interpreted broadly to include a processing unit, ASIC, logic unit, or programmable gate array etc.
The foregoing detailed description has set forth various embodiments of the devices and/or processes via the use of block diagrams, flowcharts, and/or examples. Insofar as such block diagrams, flowcharts, and/or examples contain one or more functions and/or operations, it will be understood by those within the art that each function and/or operation within such block diagrams, flowcharts, or examples can be implemented, individually and/or collectively, by a wide range of hardware, software, firmware, or any combination thereof.
Those skilled in the art will recognize that some aspects of the embodiments disclosed herein, in whole or in part, can be equivalently implemented in integrated circuits, as one or more computer programs running on one or more computers (e.g., as one or more programs running on one or more computing systems), as one or more programs running on one or more processors (e.g., as one or more programs running on one or more microprocessors), as firmware, or as virtually any combination thereof, and that designing the circuitry and/or writing the code for the software and or firmware would be well within the skill of one of skill in the art in light of this disclosure.
Software and/or to implement the techniques introduced here may be stored on a non-transitory computer-readable storage medium and may be executed by one or more general-purpose or special-purpose programmable microprocessors. A “computer-readable storage medium”, as the term is used herein, includes any mechanism that provides (i.e., stores and/or transmits) information in a form accessible by a machine (e.g., a computer, network device, personal digital assistant (PDA), mobile device, manufacturing tool, any device with a set of one or more processors, etc.). A computer-readable storage medium may include recordable/non recordable media (e.g., read-only memory (ROM), random access memory (RAM), magnetic disk or optical storage media, flash memory devices, etc.).
The drawings are only illustrations of an example, wherein the units or procedure shown in the drawings are not necessarily essential for implementing the present disclosure. Those skilled in the art will understand that the units in the device in the examples can be arranged in the device in the examples as described, or can be alternatively located in one or more devices different from that in the examples. The units in the examples described can be combined into one module or further divided into a plurality of sub-units.
Wang, Xu, Cheng, Jia, Wang, Qiong, Han, Donghai, Huang, Qiao, Ye, Benli
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